Pandas Profiling Report

Dataset statistics

Number of variables	26
Number of observations	124
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	25.3 KiB
Average record size in memory	209.0 B

Variable types

Numeric	17
Categorical	9

Alerts

`base_health` has constant value "120"	Constant
`base_mr` has constant value "25"	Constant
`name` has a high cardinality: 124 distinct values	High cardinality
`base_armor` is highly overall correlated with `base_mana`	High correlation
`base_str` is highly overall correlated with `str_gain`	High correlation
`base_agi` is highly overall correlated with `agi_gain`	High correlation
`base_int` is highly overall correlated with `int_gain` and 1 other fields	High correlation
`str_gain` is highly overall correlated with `base_str` and 1 other fields	High correlation
`agi_gain` is highly overall correlated with `base_agi`	High correlation
`int_gain` is highly overall correlated with `base_int` and 3 other fields	High correlation
`attack_range` is highly overall correlated with `str_gain` and 3 other fields	High correlation
`projectile_speed` is highly overall correlated with `attack_range` and 1 other fields	High correlation
`base_attack` is highly overall correlated with `primary_attr` and 1 other fields	High correlation
`primary_attr` is highly overall correlated with `base_attack` and 1 other fields	High correlation
`attack_type` is highly overall correlated with `int_gain` and 3 other fields	High correlation
`base_mana` is highly overall correlated with `base_armor` and 3 other fields	High correlation
`base_mana` is highly imbalanced (93.2%)	Imbalance
`legs` is highly imbalanced (54.1%)	Imbalance
`day_vision` is highly imbalanced (91.5%)	Imbalance
`night_vision` is highly imbalanced (86.2%)	Imbalance
`name` is uniformly distributed	Uniform
`primary_attr` is uniformly distributed	Uniform
`hero_id` has unique values	Unique
`name` has unique values	Unique
`base_mana_regen` has 93 (75.0%) zeros	Zeros
`base_armor` has 40 (32.3%) zeros	Zeros
`projectile_speed` has 10 (8.1%) zeros	Zeros

Reproduction

Analysis started	2023-08-13 16:31:54.008555
Analysis finished	2023-08-13 16:32:58.293587
Duration	1 minute and 4.29 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

hero_id
Real number (ℝ)

Distinct	124
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.056452

Minimum	1
Maximum	138
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	1
5-th percentile	7.15
Q1	32.75
median	63.5
Q3	94.25
95-th percentile	125.55
Maximum	138
Range	137
Interquartile range (IQR)	61.5

Descriptive statistics

Standard deviation	37.476779
Coefficient of variation (CV)	0.58505862
Kurtosis	-1.035741
Mean	64.056452
Median Absolute Deviation (MAD)	31
Skewness	0.098773275
Sum	7943
Variance	1404.509
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.8%
80	1	0.8%
93	1	0.8%
92	1	0.8%
91	1	0.8%
90	1	0.8%
89	1	0.8%
88	1	0.8%
87	1	0.8%
86	1	0.8%
Other values (114)	114	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.8%
2	1	0.8%
3	1	0.8%
4	1	0.8%
5	1	0.8%
6	1	0.8%
7	1	0.8%
8	1	0.8%
9	1	0.8%
10	1	0.8%

Value	Count	Frequency (%)
138	1	0.8%
137	1	0.8%
136	1	0.8%
135	1	0.8%
129	1	0.8%
128	1	0.8%
126	1	0.8%
123	1	0.8%
121	1	0.8%
120	1	0.8%

name
Categorical

HIGH CARDINALITY UNIFORM UNIQUE

Distinct	124
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

Anti-Mage	1
Lone Druid	1
Slark	1
Visage	1
Io	1
Other values (119)	119

Length

Max length	19
Median length	15
Mean length	9.0806452
Min length	2

Characters and Unicode

Total characters	1126
Distinct characters	51
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	124 ?
Unique (%)	100.0%

Sample

1st row	Anti-Mage
2nd row	Axe
3rd row	Bane
4th row	Bloodseeker
5th row	Crystal Maiden

Common Values

Value	Count	Frequency (%)
Anti-Mage	1	0.8%
Lone Druid	1	0.8%
Slark	1	0.8%
Visage	1	0.8%
Io	1	0.8%
Keeper of the Light	1	0.8%
Naga Siren	1	0.8%
Nyx Assassin	1	0.8%
Disruptor	1	0.8%
Rubick	1	0.8%
Other values (114)	114	91.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
spirit	6	3.5%
king	3	1.8%
shadow	3	1.8%
assassin	3	1.8%
dark	2	1.2%
void	2	1.2%
knight	2	1.2%
phantom	2	1.2%
of	2	1.2%
prophet	2	1.2%
Other values (144)	144	84.2%

Most occurring characters

Value	Count	Frequency (%)
r	111	9.9%
e	108	9.6%
a	90	8.0%
n	78	6.9%
i	76	6.7%
o	61	5.4%
t	57	5.1%
	47	4.2%
s	43	3.8%
h	33	2.9%
Other values (41)	422	37.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	908	80.6%
Uppercase Letter	169	15.0%
Space Separator	47	4.2%
Dash Punctuation	1	0.1%
Other Punctuation	1	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	111	12.2%
e	108	11.9%
a	90	9.9%
n	78	8.6%
i	76	8.4%
o	61	6.7%
t	57	6.3%
s	43	4.7%
h	33	3.6%
d	29	3.2%
Other values (14)	222	24.4%

Uppercase Letter

Value	Count	Frequency (%)
S	23	13.6%
D	13	7.7%
M	13	7.7%
P	12	7.1%
L	11	6.5%
W	11	6.5%
T	11	6.5%
B	10	5.9%
A	10	5.9%
C	7	4.1%
Other values (14)	48	28.4%

Space Separator

Value	Count	Frequency (%)
	47	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1077	95.6%
Common	49	4.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	111	10.3%
e	108	10.0%
a	90	8.4%
n	78	7.2%
i	76	7.1%
o	61	5.7%
t	57	5.3%
s	43	4.0%
h	33	3.1%
d	29	2.7%
Other values (38)	391	36.3%

Common

Value	Count	Frequency (%)
	47	95.9%
-	1	2.0%
'	1	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1126	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	111	9.9%
e	108	9.6%
a	90	8.0%
n	78	6.9%
i	76	6.7%
o	61	5.4%
t	57	5.1%
	47	4.2%
s	43	3.8%
h	33	2.9%
Other values (41)	422	37.5%

primary_attr
Categorical

HIGH CORRELATION UNIFORM

Distinct	4
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

agi	31
str	31
all	31
int	31

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	372
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	agi
2nd row	str
3rd row	all
4th row	agi
5th row	int

Common Values

Value	Count	Frequency (%)
agi	31	25.0%
str	31	25.0%
all	31	25.0%
int	31	25.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
agi	31	25.0%
str	31	25.0%
all	31	25.0%
int	31	25.0%

Most occurring characters

Value	Count	Frequency (%)
a	62	16.7%
i	62	16.7%
t	62	16.7%
l	62	16.7%
g	31	8.3%
s	31	8.3%
r	31	8.3%
n	31	8.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	372	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	62	16.7%
i	62	16.7%
t	62	16.7%
l	62	16.7%
g	31	8.3%
s	31	8.3%
r	31	8.3%
n	31	8.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	372	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	62	16.7%
i	62	16.7%
t	62	16.7%
l	62	16.7%
g	31	8.3%
s	31	8.3%
r	31	8.3%
n	31	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	372	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	62	16.7%
i	62	16.7%
t	62	16.7%
l	62	16.7%
g	31	8.3%
s	31	8.3%
r	31	8.3%
n	31	8.3%

attack_type
Categorical

Distinct	2
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

Ranged	64
Melee	60

Length

Max length	6
Median length	6
Mean length	5.516129
Min length	5

Characters and Unicode

Total characters	684
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Melee
2nd row	Melee
3rd row	Ranged
4th row	Melee
5th row	Ranged

Common Values

Value	Count	Frequency (%)
Ranged	64	51.6%
Melee	60	48.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ranged	64	51.6%
melee	60	48.4%

Most occurring characters

Value	Count	Frequency (%)
e	244	35.7%
R	64	9.4%
a	64	9.4%
n	64	9.4%
g	64	9.4%
d	64	9.4%
M	60	8.8%
l	60	8.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	560	81.9%
Uppercase Letter	124	18.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	244	43.6%
a	64	11.4%
n	64	11.4%
g	64	11.4%
d	64	11.4%
l	60	10.7%

Uppercase Letter

Value	Count	Frequency (%)
R	64	51.6%
M	60	48.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	684	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	244	35.7%
R	64	9.4%
a	64	9.4%
n	64	9.4%
g	64	9.4%
d	64	9.4%
M	60	8.8%
l	60	8.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	684	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	244	35.7%
R	64	9.4%
a	64	9.4%
n	64	9.4%
g	64	9.4%
d	64	9.4%
M	60	8.8%
l	60	8.8%

base_health
Categorical

Distinct	1
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

120	124

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	372
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	120
2nd row	120
3rd row	120
4th row	120
5th row	120

Common Values

Value	Count	Frequency (%)
120	124	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
120	124	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	124	33.3%
2	124	33.3%
0	124	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	372	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	124	33.3%
2	124	33.3%
0	124	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	372	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	124	33.3%
2	124	33.3%
0	124	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	372	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	124	33.3%
2	124	33.3%
0	124	33.3%

base_health_regen
Real number (ℝ)

Distinct	10
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.61693548

Minimum	0.25
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0.25
5-th percentile	0.25
Q1	0.25
median	0.25
Q3	0.75
95-th percentile	2
Maximum	5
Range	4.75
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.67130158
Coefficient of variation (CV)	1.0881228
Kurtosis	14.626395
Mean	0.61693548
Median Absolute Deviation (MAD)	0
Skewness	3.1347689
Sum	76.5
Variance	0.45064582
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.25	75	60.5%
1	12	9.7%
0.5	12	9.7%
0.75	7	5.6%
2	5	4.0%
1.25	5	4.0%
1.75	3	2.4%
2.5	2	1.6%
1.5	2	1.6%
5	1	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.25	75	60.5%
0.5	12	9.7%
0.75	7	5.6%
1	12	9.7%
1.25	5	4.0%
1.5	2	1.6%
1.75	3	2.4%
2	5	4.0%
2.5	2	1.6%
5	1	0.8%

Value	Count	Frequency (%)
5	1	0.8%
2.5	2	1.6%
2	5	4.0%
1.75	3	2.4%
1.5	2	1.6%
1.25	5	4.0%
1	12	9.7%
0.75	7	5.6%
0.5	12	9.7%
0.25	75	60.5%

base_mana
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

75	123
120	1

Length

Max length	3
Median length	2
Mean length	2.0080645
Min length	2

Characters and Unicode

Total characters	249
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.8%

Sample

1st row	75
2nd row	75
3rd row	75
4th row	75
5th row	75

Common Values

Value	Count	Frequency (%)
75	123	99.2%
120	1	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
75	123	99.2%
120	1	0.8%

Most occurring characters

Value	Count	Frequency (%)
7	123	49.4%
5	123	49.4%
1	1	0.4%
2	1	0.4%
0	1	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	249	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
7	123	49.4%
5	123	49.4%
1	1	0.4%
2	1	0.4%
0	1	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	249	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
7	123	49.4%
5	123	49.4%
1	1	0.4%
2	1	0.4%
0	1	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	249	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
7	123	49.4%
5	123	49.4%
1	1	0.4%
2	1	0.4%
0	1	0.4%

base_mana_regen
Real number (ℝ)

Distinct	8
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12822581

Minimum	0
Maximum	1
Zeros	93
Zeros (%)	75.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.0625
95-th percentile	0.585
Maximum	1
Range	1
Interquartile range (IQR)	0.0625

Descriptive statistics

Standard deviation	0.24162744
Coefficient of variation (CV)	1.8843901
Kurtosis	2.0842966
Mean	0.12822581
Median Absolute Deviation (MAD)	0
Skewness	1.7384558
Sum	15.9
Variance	0.058383819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	93	75.0%
0.5	17	13.7%
0.25	5	4.0%
0.75	3	2.4%
1	2	1.6%
0.6	2	1.6%
0.4	1	0.8%
0.3	1	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	93	75.0%
0.25	5	4.0%
0.3	1	0.8%
0.4	1	0.8%
0.5	17	13.7%
0.6	2	1.6%
0.75	3	2.4%
1	2	1.6%

Value	Count	Frequency (%)
1	2	1.6%
0.75	3	2.4%
0.6	2	1.6%
0.5	17	13.7%
0.4	1	0.8%
0.3	1	0.8%
0.25	5	4.0%
0	93	75.0%

base_armor
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.47983871

Minimum	-3
Maximum	5
Zeros	40
Zeros (%)	32.3%
Negative	30
Negative (%)	24.2%
Memory size	1.1 KiB

Quantile statistics

Minimum	-3
5-th percentile	-1.85
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	5
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.4502582
Coefficient of variation (CV)	3.0223868
Kurtosis	0.67753099
Mean	0.47983871
Median Absolute Deviation (MAD)	1
Skewness	0.58115903
Sum	59.5
Variance	2.1032488
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	40	32.3%
1	26	21.0%
-1	23	18.5%
2	18	14.5%
-2	6	4.8%
3	5	4.0%
5	2	1.6%
4	2	1.6%
-3	1	0.8%
2.5	1	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3	1	0.8%
-2	6	4.8%
-1	23	18.5%
0	40	32.3%
1	26	21.0%
2	18	14.5%
2.5	1	0.8%
3	5	4.0%
4	2	1.6%
5	2	1.6%

Value	Count	Frequency (%)
5	2	1.6%
4	2	1.6%
3	5	4.0%
2.5	1	0.8%
2	18	14.5%
1	26	21.0%
0	40	32.3%
-1	23	18.5%
-2	6	4.8%
-3	1	0.8%

base_mr
Categorical

Distinct	1
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

25	124

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	248
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	25
2nd row	25
3rd row	25
4th row	25
5th row	25

Common Values

Value	Count	Frequency (%)
25	124	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
25	124	100.0%

Most occurring characters

Value	Count	Frequency (%)
2	124	50.0%
5	124	50.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	248	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	124	50.0%
5	124	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	248	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	124	50.0%
5	124	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	248	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	124	50.0%
5	124	50.0%

base_str
Real number (ℝ)

Distinct	15
Distinct (%)	12.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.209677

Minimum	0
Maximum	30
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	17
Q1	19
median	21
Q3	23
95-th percentile	26
Maximum	30
Range	30
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.4927898
Coefficient of variation (CV)	0.16467906
Kurtosis	9.9539125
Mean	21.209677
Median Absolute Deviation (MAD)	2
Skewness	-1.548906
Sum	2630
Variance	12.19958
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
22	17	13.7%
23	16	12.9%
21	15	12.1%
19	13	10.5%
20	13	10.5%
18	12	9.7%
25	11	8.9%
17	8	6.5%
24	5	4.0%
26	4	3.2%
Other values (5)	10	8.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
16	3	2.4%
17	8	6.5%
18	12	9.7%
19	13	10.5%
20	13	10.5%
21	15	12.1%
22	17	13.7%
23	16	12.9%
24	5	4.0%

Value	Count	Frequency (%)
30	1	0.8%
28	2	1.6%
27	3	2.4%
26	4	3.2%
25	11	8.9%
24	5	4.0%
23	16	12.9%
22	17	13.7%
21	15	12.1%
20	13	10.5%

base_agi
Real number (ℝ)

Distinct	20
Distinct (%)	16.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.306452

Minimum	0
Maximum	34
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	12
Q1	15
median	18
Q3	22
95-th percentile	24
Maximum	34
Range	34
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.4578923
Coefficient of variation (CV)	0.24351482
Kurtosis	2.0287764
Mean	18.306452
Median Absolute Deviation (MAD)	3
Skewness	-0.23382309
Sum	2270
Variance	19.872804
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
15	14	11.3%
22	13	10.5%
18	12	9.7%
20	11	8.9%
23	10	8.1%
16	10	8.1%
17	9	7.3%
14	8	6.5%
24	7	5.6%
19	7	5.6%
Other values (10)	23	18.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
10	3	2.4%
11	2	1.6%
12	4	3.2%
13	3	2.4%
14	8	6.5%
15	14	11.3%
16	10	8.1%
17	9	7.3%
18	12	9.7%

Value	Count	Frequency (%)
34	1	0.8%
27	1	0.8%
26	2	1.6%
25	1	0.8%
24	7	5.6%
23	10	8.1%
22	13	10.5%
21	5	4.0%
20	11	8.9%
19	7	5.6%

base_int
Real number (ℝ)

Distinct	18
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.798387

Minimum	0
Maximum	30
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	14
Q1	17
median	20
Q3	23
95-th percentile	25.85
Maximum	30
Range	30
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.2426021
Coefficient of variation (CV)	0.21429029
Kurtosis	2.8511452
Mean	19.798387
Median Absolute Deviation (MAD)	3
Skewness	-0.54460014
Sum	2455
Variance	17.999672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
18	16	12.9%
21	11	8.9%
23	11	8.9%
16	11	8.9%
15	11	8.9%
22	10	8.1%
25	10	8.1%
20	10	8.1%
19	9	7.3%
24	6	4.8%
Other values (8)	19	15.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
12	1	0.8%
13	2	1.6%
14	4	3.2%
15	11	8.9%
16	11	8.9%
17	4	3.2%
18	16	12.9%
19	9	7.3%
20	10	8.1%

Value	Count	Frequency (%)
30	3	2.4%
27	1	0.8%
26	3	2.4%
25	10	8.1%
24	6	4.8%
23	11	8.9%
22	10	8.1%
21	11	8.9%
20	10	8.1%
19	9	7.3%

str_gain
Real number (ℝ)

Distinct	27
Distinct (%)	21.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6145161

Minimum	0
Maximum	4.3
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1.915
Q1	2.2
median	2.5
Q3	3
95-th percentile	3.785
Maximum	4.3
Range	4.3
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.62815947
Coefficient of variation (CV)	0.2402584
Kurtosis	1.9545302
Mean	2.6145161
Median Absolute Deviation (MAD)	0.4
Skewness	0.12035388
Sum	324.2
Variance	0.39458432
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
2	19	15.3%
2.4	14	11.3%
2.5	13	10.5%
3	11	8.9%
2.6	9	7.3%
2.2	8	6.5%
2.7	5	4.0%
2.8	5	4.0%
2.3	4	3.2%
3.7	4	3.2%
Other values (17)	32	25.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
1.6	1	0.8%
1.7	2	1.6%
1.9	3	2.4%
2	19	15.3%
2.1	2	1.6%
2.2	8	6.5%
2.3	4	3.2%
2.4	14	11.3%
2.5	13	10.5%

Value	Count	Frequency (%)
4.3	1	0.8%
4.2	1	0.8%
4	2	1.6%
3.9	1	0.8%
3.8	2	1.6%
3.7	4	3.2%
3.6	2	1.6%
3.5	1	0.8%
3.4	2	1.6%
3.3	3	2.4%

agi_gain
Real number (ℝ)

Distinct	30
Distinct (%)	24.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0685484

Minimum	0
Maximum	4
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1.5
median	2
Q3	2.525
95-th percentile	3.4
Maximum	4
Range	4
Interquartile range (IQR)	1.025

Descriptive statistics

Standard deviation	0.76033443
Coefficient of variation (CV)	0.36756908
Kurtosis	-0.27117996
Mean	2.0685484
Median Absolute Deviation (MAD)	0.5
Skewness	0.42810211
Sum	256.5
Variance	0.57810844
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
1.4	12	9.7%
2	10	8.1%
1.5	9	7.3%
2.5	7	5.6%
1.6	7	5.6%
1.8	6	4.8%
1	6	4.8%
1.7	6	4.8%
2.2	6	4.8%
2.4	5	4.0%
Other values (20)	50	40.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
0.8	1	0.8%
1	6	4.8%
1.2	4	3.2%
1.3	5	4.0%
1.4	12	9.7%
1.5	9	7.3%
1.6	7	5.6%
1.7	6	4.8%
1.8	6	4.8%

Value	Count	Frequency (%)
4	1	0.8%
3.9	1	0.8%
3.7	1	0.8%
3.6	1	0.8%
3.5	1	0.8%
3.4	3	2.4%
3.3	3	2.4%
3.2	5	4.0%
3.1	2	1.6%
3	3	2.4%

int_gain
Real number (ℝ)

Distinct	34
Distinct (%)	27.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3370968

Minimum	0
Maximum	5.2
Zeros	1
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1.2
Q1	1.7
median	2.1
Q3	3
95-th percentile	3.8
Maximum	5.2
Range	5.2
Interquartile range (IQR)	1.3

Descriptive statistics

Standard deviation	0.896195
Coefficient of variation (CV)	0.38346508
Kurtosis	0.0057961828
Mean	2.3370968
Median Absolute Deviation (MAD)	0.6
Skewness	0.58805417
Sum	289.8
Variance	0.80316549
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
1.8	11	8.9%
2	8	6.5%
2.2	8	6.5%
1.6	8	6.5%
1.7	7	5.6%
1.4	6	4.8%
1.2	6	4.8%
3.8	6	4.8%
3.3	5	4.0%
1.5	5	4.0%
Other values (24)	54	43.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.8%
1	1	0.8%
1.2	6	4.8%
1.3	3	2.4%
1.4	6	4.8%
1.5	5	4.0%
1.6	8	6.5%
1.7	7	5.6%
1.8	11	8.9%
1.9	4	3.2%

Value	Count	Frequency (%)
5.2	1	0.8%
4.6	1	0.8%
4.2	1	0.8%
4.1	1	0.8%
3.9	1	0.8%
3.8	6	4.8%
3.7	1	0.8%
3.6	2	1.6%
3.5	4	3.2%
3.4	2	1.6%

attack_range
Real number (ℝ)

Distinct	27
Distinct (%)	21.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	350.04032

Minimum	150
Maximum	700
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	150
5-th percentile	150
Q1	150
median	340
Q3	550
95-th percentile	625
Maximum	700
Range	550
Interquartile range (IQR)	400

Descriptive statistics

Standard deviation	200.08687
Coefficient of variation (CV)	0.57161091
Kurtosis	-1.7071953
Mean	350.04032
Median Absolute Deviation (MAD)	190
Skewness	0.21328848
Sum	43405
Variance	40034.754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
150	53	42.7%
600	13	10.5%
500	8	6.5%
550	7	5.6%
575	6	4.8%
400	6	4.8%
625	4	3.2%
200	4	3.2%
475	2	1.6%
450	2	1.6%
Other values (17)	19	15.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
150	53	42.7%
175	1	0.8%
200	4	3.2%
225	1	0.8%
250	1	0.8%
300	1	0.8%
330	1	0.8%
350	1	0.8%
365	1	0.8%
380	1	0.8%

Value	Count	Frequency (%)
700	1	0.8%
675	1	0.8%
670	1	0.8%
650	1	0.8%
630	2	1.6%
625	4	3.2%
620	1	0.8%
600	13	10.5%
575	6	4.8%
550	7	5.6%

projectile_speed
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	970.16129

Minimum	0
Maximum	3000
Zeros	10
Zeros (%)	8.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	900
median	900
Q3	1100
95-th percentile	1500
Maximum	3000
Range	3000
Interquartile range (IQR)	200

Descriptive statistics

Standard deviation	465.54756
Coefficient of variation (CV)	0.47986614
Kurtosis	8.2213383
Mean	970.16129
Median Absolute Deviation (MAD)	0
Skewness	1.5443546
Sum	120300
Variance	216734.53
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
900	78	62.9%
1200	11	8.9%
0	10	8.1%
1100	5	4.0%
1250	3	2.4%
1000	3	2.4%
3000	3	2.4%
1500	2	1.6%
1125	2	1.6%
1400	2	1.6%
Other values (4)	5	4.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	8.1%
700	1	0.8%
900	78	62.9%
1000	3	2.4%
1100	5	4.0%
1125	2	1.6%
1200	11	8.9%
1250	3	2.4%
1300	1	0.8%
1400	2	1.6%

Value	Count	Frequency (%)
3000	3	2.4%
2000	1	0.8%
1800	2	1.6%
1500	2	1.6%
1400	2	1.6%
1300	1	0.8%
1250	3	2.4%
1200	11	8.9%
1125	2	1.6%
1100	5	4.0%

attack_rate
Real number (ℝ)

Distinct	7
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6919355

Minimum	1.4
Maximum	2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	1.4
5-th percentile	1.5
Q1	1.7
median	1.7
Q3	1.7
95-th percentile	1.8
Maximum	2
Range	0.6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.084195643
Coefficient of variation (CV)	0.049762916
Kurtosis	4.3416984
Mean	1.6919355
Median Absolute Deviation (MAD)	0
Skewness	-0.34390232
Sum	209.8
Variance	0.0070889064
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1.7	96	77.4%
1.6	8	6.5%
1.5	7	5.6%
1.9	5	4.0%
1.8	5	4.0%
1.4	2	1.6%
2	1	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.4	2	1.6%
1.5	7	5.6%
1.6	8	6.5%
1.7	96	77.4%
1.8	5	4.0%
1.9	5	4.0%
2	1	0.8%

Value	Count	Frequency (%)
2	1	0.8%
1.9	5	4.0%
1.8	5	4.0%
1.7	96	77.4%
1.6	8	6.5%
1.5	7	5.6%
1.4	2	1.6%

base_attack_time
Real number (ℝ)

Distinct	6
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	102.01613

Minimum	90
Maximum	125
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	90
5-th percentile	100
Q1	100
median	100
Q3	100
95-th percentile	119.25
Maximum	125
Range	35
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.2767915
Coefficient of variation (CV)	0.061527443
Kurtosis	4.1428473
Mean	102.01613
Median Absolute Deviation (MAD)	0
Skewness	1.9522316
Sum	12650
Variance	39.398112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
100	101	81.5%
110	8	6.5%
120	5	4.0%
115	4	3.2%
90	4	3.2%
125	2	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
90	4	3.2%
100	101	81.5%
110	8	6.5%
115	4	3.2%
120	5	4.0%
125	2	1.6%

Value	Count	Frequency (%)
125	2	1.6%
120	5	4.0%
115	4	3.2%
110	8	6.5%
100	101	81.5%
90	4	3.2%

attack_point
Real number (ℝ)

Distinct	22
Distinct (%)	17.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.40322581

Minimum	0.17
Maximum	0.65
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0.17
5-th percentile	0.3
Q1	0.3
median	0.4
Q3	0.5
95-th percentile	0.5855
Maximum	0.65
Range	0.48
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.097325524
Coefficient of variation (CV)	0.2413673
Kurtosis	-0.57710839
Mean	0.40322581
Median Absolute Deviation (MAD)	0.1
Skewness	0.35937712
Sum	50
Variance	0.0094722575
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0.3	29	23.4%
0.4	20	16.1%
0.5	20	16.1%
0.35	14	11.3%
0.33	6	4.8%
0.46	5	4.0%
0.6	4	3.2%
0.45	4	3.2%
0.36	3	2.4%
0.56	3	2.4%
Other values (12)	16	12.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.17	1	0.8%
0.2	1	0.8%
0.25	1	0.8%
0.3	29	23.4%
0.33	6	4.8%
0.35	14	11.3%
0.36	3	2.4%
0.38	1	0.8%
0.39	1	0.8%
0.4	20	16.1%

Value	Count	Frequency (%)
0.65	1	0.8%
0.6	4	3.2%
0.59	2	1.6%
0.56	3	2.4%
0.55	3	2.4%
0.53	1	0.8%
0.5	20	16.1%
0.467	1	0.8%
0.46	5	4.0%
0.45	4	3.2%

move_speed
Real number (ℝ)

Distinct	12
Distinct (%)	9.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	300.60484

Minimum	275
Maximum	330
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	275
5-th percentile	280
Q1	290
median	300
Q3	310
95-th percentile	325
Maximum	330
Range	55
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	14.307777
Coefficient of variation (CV)	0.047596631
Kurtosis	-0.77183733
Mean	300.60484
Median Absolute Deviation (MAD)	10
Skewness	0.37990468
Sum	37275
Variance	204.7125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
290	23	18.5%
300	16	12.9%
285	14	11.3%
310	12	9.7%
295	12	9.7%
315	10	8.1%
305	10	8.1%
325	8	6.5%
280	6	4.8%
330	5	4.0%
Other values (2)	8	6.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
275	3	2.4%
280	6	4.8%
285	14	11.3%
290	23	18.5%
295	12	9.7%
300	16	12.9%
305	10	8.1%
310	12	9.7%
315	10	8.1%
320	5	4.0%

Value	Count	Frequency (%)
330	5	4.0%
325	8	6.5%
320	5	4.0%
315	10	8.1%
310	12	9.7%
305	10	8.1%
300	16	12.9%
295	12	9.7%
290	23	18.5%
285	14	11.3%

legs
Categorical

Distinct	5
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

2	98
0	14
4	8
6	3
8	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	124
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.8%

Sample

1st row	2
2nd row	2
3rd row	4
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	98	79.0%
0	14	11.3%
4	8	6.5%
6	3	2.4%
8	1	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	98	79.0%
0	14	11.3%
4	8	6.5%
6	3	2.4%
8	1	0.8%

Most occurring characters

Value	Count	Frequency (%)
2	98	79.0%
0	14	11.3%
4	8	6.5%
6	3	2.4%
8	1	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	124	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	98	79.0%
0	14	11.3%
4	8	6.5%
6	3	2.4%
8	1	0.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	124	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	98	79.0%
0	14	11.3%
4	8	6.5%
6	3	2.4%
8	1	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	124	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	98	79.0%
0	14	11.3%
4	8	6.5%
6	3	2.4%
8	1	0.8%

day_vision
Categorical

Distinct	3
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

1800	122
800	1
1600	1

Length

Max length	4
Median length	4
Mean length	3.9919355
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	1.6%

Sample

1st row	1800
2nd row	1800
3rd row	1800
4th row	1800
5th row	1800

Common Values

Value	Count	Frequency (%)
1800	122	98.4%
800	1	0.8%
1600	1	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1800	122	98.4%
800	1	0.8%
1600	1	0.8%

Most occurring characters

Value	Count	Frequency (%)
0	248	50.1%
1	123	24.8%
8	123	24.8%
6	1	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	495	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	248	50.1%
1	123	24.8%
8	123	24.8%
6	1	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	248	50.1%
1	123	24.8%
8	123	24.8%
6	1	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	248	50.1%
1	123	24.8%
8	123	24.8%
6	1	0.2%

night_vision
Categorical

Distinct	5
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

800	119
1800	2
1200	1
1400	1
1000	1

Length

Max length	4
Median length	3
Mean length	3.0403226
Min length	3

Characters and Unicode

Total characters	377
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	2.4%

Sample

1st row	800
2nd row	800
3rd row	1200
4th row	800
5th row	800

Common Values

Value	Count	Frequency (%)
800	119	96.0%
1800	2	1.6%
1200	1	0.8%
1400	1	0.8%
1000	1	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
800	119	96.0%
1800	2	1.6%
1200	1	0.8%
1400	1	0.8%
1000	1	0.8%

Most occurring characters

Value	Count	Frequency (%)
0	249	66.0%
8	121	32.1%
1	5	1.3%
2	1	0.3%
4	1	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	377	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	249	66.0%
8	121	32.1%
1	5	1.3%
2	1	0.3%
4	1	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	377	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	249	66.0%
8	121	32.1%
1	5	1.3%
2	1	0.3%
4	1	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	377	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	249	66.0%
8	121	32.1%
1	5	1.3%
2	1	0.3%
4	1	0.3%

base_attack
Real number (ℝ)

Distinct	49
Distinct (%)	39.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.754032

Minimum	2
Maximum	66
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	2
5-th percentile	10.075
Q1	18.75
median	28.25
Q3	33
95-th percentile	42
Maximum	66
Range	64
Interquartile range (IQR)	14.25

Descriptive statistics

Standard deviation	10.60478
Coefficient of variation (CV)	0.39638064
Kurtosis	0.60466116
Mean	26.754032
Median Absolute Deviation (MAD)	6.5
Skewness	0.080301543
Sum	3317.5
Variance	112.46137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
31	9	7.3%
32	7	5.6%
28	7	5.6%
37	7	5.6%
29	7	5.6%
25	6	4.8%
13	5	4.0%
34	4	3.2%
33	4	3.2%
14	4	3.2%
Other values (39)	64	51.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.8%
2.5	1	0.8%
6	1	0.8%
7	1	0.8%
8	1	0.8%
10	2	1.6%
10.5	2	1.6%
11	1	0.8%
12	2	1.6%
13	5	4.0%

Value	Count	Frequency (%)
66	1	0.8%
48	1	0.8%
47	1	0.8%
44	1	0.8%
43.5	1	0.8%
43	1	0.8%
42	2	1.6%
40	3	2.4%
39	3	2.4%
38	1	0.8%

Auto

Heatmap
Table

	hero_id	base_health_regen	base_mana_regen	base_armor	base_str	base_agi	base_int	str_gain	agi_gain	int_gain	attack_range	projectile_speed	attack_rate	base_attack_time	attack_point	move_speed	base_attack	primary_attr	attack_type	base_mana	legs	day_vision	night_vision
hero_id	1.000	-0.057	-0.029	0.034	0.121	-0.136	0.167	0.137	-0.110	0.042	-0.050	0.021	0.167	-0.024	-0.117	0.126	-0.089	0.000	0.122	0.000	0.000	0.000	0.000
base_health_regen	-0.057	1.000	-0.065	0.158	0.151	0.090	-0.301	0.184	0.073	-0.315	-0.482	-0.310	0.032	-0.064	0.056	0.098	0.241	0.175	0.348	0.066	0.060	0.282	0.237
base_mana_regen	-0.029	-0.065	1.000	-0.060	0.012	-0.024	0.218	-0.014	-0.041	0.240	0.155	0.016	0.047	0.000	0.289	-0.145	-0.090	0.087	0.068	0.000	0.000	0.000	0.000
base_armor	0.034	0.158	-0.060	1.000	0.072	-0.188	-0.048	0.204	-0.049	-0.082	-0.328	-0.185	0.179	-0.072	0.010	0.299	0.238	0.000	0.181	0.659	0.000	0.000	0.289
base_str	0.121	0.151	0.012	0.072	1.000	-0.293	-0.132	0.633	-0.275	-0.277	-0.491	-0.257	0.265	-0.183	0.056	0.117	0.144	0.311	0.479	0.000	0.105	0.367	0.000
base_agi	-0.136	0.090	-0.024	-0.188	-0.293	1.000	0.015	-0.370	0.713	-0.083	0.037	0.032	-0.210	0.212	-0.033	0.067	-0.135	0.317	0.043	0.000	0.000	0.000	0.000
base_int	0.167	-0.301	0.218	-0.048	-0.132	0.015	1.000	-0.243	-0.106	0.628	0.466	0.264	-0.065	-0.052	0.010	-0.047	-0.289	0.365	0.460	0.975	0.000	0.000	0.000
str_gain	0.137	0.184	-0.014	0.204	0.633	-0.370	-0.243	1.000	-0.253	-0.336	-0.515	-0.245	0.258	-0.292	0.160	0.134	0.263	0.373	0.493	0.371	0.000	0.000	0.000
agi_gain	-0.110	0.073	-0.041	-0.049	-0.275	0.713	-0.106	-0.253	1.000	-0.071	0.020	0.083	-0.136	0.158	0.011	-0.029	0.065	0.401	0.183	0.000	0.000	0.000	0.000
int_gain	0.042	-0.315	0.240	-0.082	-0.277	-0.083	0.628	-0.336	-0.071	1.000	0.642	0.297	-0.068	-0.179	0.056	-0.220	-0.098	0.460	0.550	0.967	0.000	0.000	0.000
attack_range	-0.050	-0.482	0.155	-0.328	-0.491	0.037	0.466	-0.515	0.020	0.642	1.000	0.547	-0.175	-0.019	-0.050	-0.347	-0.302	0.401	0.950	0.000	0.096	0.000	0.000
projectile_speed	0.021	-0.310	0.016	-0.185	-0.257	0.032	0.264	-0.245	0.083	0.297	0.547	1.000	-0.236	-0.010	-0.077	-0.267	-0.244	0.191	0.601	0.000	0.000	0.000	0.217
attack_rate	0.167	0.032	0.047	0.179	0.265	-0.210	-0.065	0.258	-0.136	-0.068	-0.175	-0.236	1.000	-0.105	0.114	0.041	0.280	0.158	0.281	0.000	0.107	0.000	0.000
base_attack_time	-0.024	-0.064	0.000	-0.072	-0.183	0.212	-0.052	-0.292	0.158	-0.179	-0.019	-0.010	-0.105	1.000	0.105	-0.011	-0.210	0.083	0.143	0.000	0.330	0.000	0.000
attack_point	-0.117	0.056	0.289	0.010	0.056	-0.033	0.010	0.160	0.011	0.056	-0.050	-0.077	0.114	0.105	1.000	-0.023	0.241	0.109	0.157	0.000	0.000	0.251	0.346
move_speed	0.126	0.098	-0.145	0.299	0.117	0.067	-0.047	0.134	-0.029	-0.220	-0.347	-0.267	0.041	-0.011	-0.023	1.000	0.018	0.180	0.391	0.000	0.128	0.000	0.000
base_attack	-0.089	0.241	-0.090	0.238	0.144	-0.135	-0.289	0.263	0.065	-0.098	-0.302	-0.244	0.280	-0.210	0.241	0.018	1.000	0.539	0.388	0.659	0.111	0.361	0.202
primary_attr	0.000	0.175	0.087	0.000	0.311	0.317	0.365	0.373	0.401	0.460	0.401	0.191	0.158	0.083	0.109	0.180	0.539	1.000	0.671	0.000	0.145	0.000	0.000
attack_type	0.122	0.348	0.068	0.181	0.479	0.043	0.460	0.493	0.183	0.550	0.950	0.601	0.281	0.143	0.157	0.391	0.388	0.671	1.000	0.000	0.183	0.000	0.093
base_mana	0.000	0.066	0.000	0.659	0.000	0.000	0.975	0.371	0.000	0.967	0.000	0.000	0.000	0.000	0.000	0.000	0.659	0.000	0.000	1.000	0.000	0.000	0.000
legs	0.000	0.060	0.000	0.000	0.105	0.000	0.000	0.000	0.000	0.000	0.096	0.000	0.107	0.330	0.000	0.128	0.111	0.145	0.183	0.000	1.000	0.000	0.000
day_vision	0.000	0.282	0.000	0.000	0.367	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.251	0.000	0.361	0.000	0.000	0.000	0.000	1.000	0.468
night_vision	0.000	0.237	0.000	0.289	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.217	0.000	0.000	0.346	0.000	0.202	0.000	0.093	0.000	0.000	0.468	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	hero_id	name	primary_attr	attack_type	base_health	base_health_regen	base_mana	base_mana_regen	base_armor	base_mr	base_str	base_agi	base_int	str_gain	agi_gain	int_gain	attack_range	projectile_speed	attack_rate	base_attack_time	attack_point	move_speed	legs	day_vision	night_vision	base_attack
0	1	Anti-Mage	agi	Melee	120	0.75	75	0.0	0.0	25	19	24	12	1.6	2.8	1.8	150	0	1.4	100	0.300	310	2	1800	800	31.0
1	2	Axe	str	Melee	120	2.50	75	0.0	-1.0	25	25	20	18	2.8	2.0	1.6	150	900	1.7	100	0.400	315	2	1800	800	32.0
2	3	Bane	all	Ranged	120	0.25	75	0.0	1.0	25	23	23	23	2.5	2.5	2.5	400	900	1.7	100	0.300	305	4	1800	1200	7.0
3	4	Bloodseeker	agi	Melee	120	0.25	75	0.0	2.0	25	24	22	17	2.7	3.1	2.0	150	900	1.7	100	0.430	300	2	1800	800	38.0
4	5	Crystal Maiden	int	Ranged	120	0.25	75	1.0	-1.0	25	17	16	16	2.2	1.6	3.3	600	900	1.7	100	0.450	280	2	1800	800	33.0
5	6	Drow Ranger	agi	Ranged	120	0.25	75	0.0	0.0	25	16	20	15	1.9	2.9	1.4	625	1250	1.7	100	0.500	300	2	1800	800	32.5
6	7	Earthshaker	str	Melee	120	1.00	75	0.0	2.0	25	22	12	18	3.7	1.4	2.1	150	0	1.7	100	0.467	315	2	1800	800	32.0
7	8	Juggernaut	agi	Melee	120	0.50	75	0.0	0.0	25	20	34	14	2.2	2.8	1.4	150	0	1.4	110	0.330	300	2	1800	800	21.0
8	9	Mirana	all	Ranged	120	0.25	75	0.4	-2.0	25	20	24	22	1.7	2.5	1.2	630	900	1.7	110	0.350	290	2	1800	800	8.0
9	10	Morphling	agi	Ranged	120	0.50	75	0.5	-2.0	25	23	24	19	3.0	3.9	1.8	350	1300	1.5	100	0.500	285	0	1800	800	13.5

	hero_id	name	primary_attr	attack_type	base_health	base_health_regen	base_mana	base_mana_regen	base_armor	base_mr	base_str	base_agi	base_int	str_gain	agi_gain	int_gain	attack_range	projectile_speed	attack_rate	base_attack_time	attack_point	move_speed	legs	day_vision	night_vision	base_attack
114	120	Pangolier	all	Melee	120	0.25	75	0.0	2.0	25	17	18	16	2.5	2.5	1.9	150	900	1.7	100	0.33	300	2	1800	800	21.0
115	121	Grimstroke	int	Ranged	120	0.25	75	0.0	0.0	25	21	18	25	2.4	1.9	3.8	600	900	1.7	100	0.35	290	0	1800	800	23.0
116	123	Hoodwink	agi	Ranged	120	0.25	75	0.0	0.0	25	17	24	21	2.0	3.6	2.9	575	1800	2.0	100	0.40	310	4	1800	800	25.5
117	126	Void Spirit	all	Melee	120	0.25	75	0.6	-1.0	25	22	19	24	2.6	2.2	3.1	200	900	1.7	100	0.35	295	2	1800	800	17.0
118	128	Snapfire	all	Ranged	120	0.75	75	0.0	1.0	25	20	16	21	3.2	1.2	2.1	500	1800	1.6	100	0.35	300	2	1800	800	11.0
119	129	Mars	str	Melee	120	0.25	75	0.5	-1.0	25	23	20	21	3.7	1.7	2.2	250	900	1.8	100	0.40	310	2	1800	800	30.0
120	135	Dawnbreaker	str	Melee	120	0.25	75	0.0	1.0	25	27	14	20	3.4	1.7	2.2	150	900	1.7	100	0.46	310	2	1800	800	31.0
121	136	Marci	all	Melee	120	0.25	75	0.0	0.0	25	23	20	19	3.0	2.0	1.5	150	0	1.7	100	0.30	315	2	1800	800	18.0
122	137	Primal Beast	str	Melee	120	0.25	75	0.0	2.0	25	26	15	16	4.3	1.0	1.4	150	900	1.8	100	0.60	310	2	1800	800	37.0
123	138	Muerta	int	Ranged	120	0.25	75	0.0	-1.0	25	19	22	24	2.0	3.0	3.3	575	3000	1.6	100	0.35	295	2	1800	800	28.0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts